B
    `S%a;  ã               @   sÒ   d dl Zd dlmZmZ d dlZd dlZd dlZd dlZd dlZ	d dl
Z
d dlZd dlZd dlZG dd„ dƒZdd„ ZG dd„ dƒZG d	d
„ d
ƒZG dd„ dƒZG dd„ dƒZG dd„ deƒZG dd„ deƒZdS )é    N)ÚdatetimeÚ	timedeltac               @   sx   e Zd ZddlZddlZdd„ Zdd„ Zdd„ Zd	d
„ Zdd„ Z	dd„ Z
dd„ Zdd„ Zdd„ Zdd„ Zedd„ ƒZdS )ÚDataStoreLoaderr   Nc          	   C   s6  t  |d¡}d}| |¡}t |¡| _tƒ }x’| ¡ D ]†}t|| t j	ƒ}|rº| |¡j
}xZ| ¡ D ]N}	t||	 tƒsŠt||	 tjƒr˜|	||	 f}
n|	||	  d¡f}
|
d ||	< qhW || _q:W | jd | _tj| jd| _d}t |¡| _| j| _| jd | _| jd	 | _| jd
 | _| jd | _W d Q R X d S )NÚrz/dataset1/data1/dataÚasciié   Zprojdef)Z
projparamsz0+proj=longlat +ellps=WGS84 +datum=WGS84 +no_defsÚxscaleÚyscaleÚxsizeÚysize)Úh5pyZFileÚgetÚnpZarrayÚdataÚdictÚkeysÚ
isinstanceZGroupÚattrsÚfloatZint64ÚdecodeÚ
attributesZ_projection_strÚpyprojZProjÚ
projectionZ_projection_WGS84_strÚprojection_WGS84Zgrid_cell_xZgrid_cell_yr
   r   )ÚselfZh5_file_pathZffZdataset_nameZdatasetr   ZkiZisGroupZattr2ÚatZoutZ	WGS84_str© r   ú&/na/wrf/IMGW/RADAR/wrapperImgwRadar.pyÚ__init__   s0    

zDataStoreLoader.__init__c             C   s   | j S )N)r   )r   r   r   r   Úget_attributes1   s    zDataStoreLoader.get_attributesc             C   s   | j S )N)r   )r   r   r   r   Úget_data4   s    zDataStoreLoader.get_datac             C   s   || j krdS dS d S )NTF)r   )r   Zatrr   r   r   Ú_is_in_attributes7   s    
z!DataStoreLoader._is_in_attributesc             C   s`   t ƒ }| j}|d |d f|d< |d |d f|d< |d |d f|d	< |d
 |d f|d< |S )NÚLL_latÚLL_lonZLLZLR_latZLR_lonZLRZUL_latZUL_lonZULZUR_latZUR_lonZUR)r   r   )r   Úcornersr   r   r   r   Úget_grid_corners_latlon=   s    z'DataStoreLoader.get_grid_corners_latlonc       	      C   st   t  d¡}t  d¡}d}tj | j| j¡}|  ¡ }x8|D ]0}|| \}}| ||¡\||< ||< |d7 }q8W ||fS )Né   r   r   )	r   Zzerosr   ÚTransformerÚ	from_projr   r   r%   Ú	transform)	r   ÚxÚyÚiÚtrans_ll2xyr$   Zcornerr"   r#   r   r   r   Úget_grid_corners_xyF   s    


z#DataStoreLoader.get_grid_corners_xyc             C   s–   | j d | j d  }}tj | j| j¡}| ||¡\}}t d| j	¡| j d  | }t d| j
¡| j d  | }|d d d… }t ||¡\| _| _d S )Nr"   r#   r   r   r	   éÿÿÿÿ)r   r   r'   r(   r   r   r)   r   Zaranger
   r   ZmeshgridÚX_gridÚY_grid)r   r"   r#   r-   Zx0Zy0ZvxZvyr   r   r   Ú_set_grid_XYS   s    zDataStoreLoader._set_grid_XYc             C   s.   t j | j| j¡}| | j| j¡\| _| _	d S )N)
r   r'   r(   r   r   r)   r0   r1   ÚLON_gridÚLAT_grid)r   Ztrans_xy2llr   r   r   Ú_set_grid_latlon_   s    z DataStoreLoader._set_grid_latlonc             C   s*   t | dƒrt | dƒrn|  ¡  | j| jfS )Nr0   r1   )Úhasattrr2   r0   r1   )r   r   r   r   Úget_grid_XYf   s    zDataStoreLoader.get_grid_XYc             C   s*   t | dƒrt | dƒrn|  ¡  | j| jfS )Nr4   r3   )r6   r5   r3   r4   )r   r   r   r   Úget_grid_lonlatm   s    zDataStoreLoader.get_grid_lonlatc              C   sH   dd l } tddƒ}tddƒ}|  |¡}|  |¡}| ¡  | ¡  ||fS )Nr   z=../wrapperAnalysisMetadatas/imgwDatastore_metadata/srilon.pklÚrbz=../wrapperAnalysisMetadatas/imgwDatastore_metadata/srilat.pkl)ÚpickleÚopenÚloadÚclose)r:   ZflonZflatÚlonÚlatr   r   r   Úget_grid_lotlan_cachet   s    

z%DataStoreLoader.get_grid_lotlan_cache)Ú__name__Ú
__module__Ú__qualname__r   r   r   r   r    r!   r%   r.   r2   r5   r7   r8   Ústaticmethodr@   r   r   r   r   r      s   	r   c                s   d g‰‡ ‡fdd„}|S )Nc                 s"   ˆd d krˆ | |Žˆd< ˆd S )Nr   r   )ÚargsÚkwargs)ÚclsÚinstancer   r   Úwrapper…   s    zsingleton.<locals>.wrapperr   )rG   rI   r   )rG   rH   r   Ú	singleton‚   s    rJ   c               @   s8   e Zd Zdd„ Zedd„ ƒZedd„ ƒZedd„ ƒZd	S )
ÚRadarParamsc          	   C   s2   || _ tddƒ}tj|ddd| _W d Q R X d S )NzwrapperMetadatas/params.csvr   r   )ÚheaderZ	index_col)Úparamr;   ÚpdZread_csvÚtable)r   Z_akronimÚfr   r   r   r      s    zRadarParams.__init__c             C   s   | j j| jdf S )NÚfolder)rO   ÚlocrM   )r   r   r   r   rQ   •   s    zRadarParams.folderc             C   s   | j S )N)rM   )r   r   r   r   Úakronim™   s    zRadarParams.akronimc             C   s   | j j| jdf S )NÚsuffix)rO   rR   rM   )r   r   r   r   rT      s    zRadarParams.suffixN)rA   rB   rC   r   ÚpropertyrQ   rS   rT   r   r   r   r   rK      s   rK   c               @   sr   e Zd Zdd„ Zeddd„ƒZedd	d
dƒdg dgfdd„Zdd„ Zeddd„ƒZ	edd„ ƒZ
dd„ Zdd„ ZdS )ÚDataStoreMultipleLoaderc             C   s
   || _ d S )N)ÚdateList)r   rW   r   r   r   r   ¤   s    z DataStoreMultipleLoader.__init__ÚSRIÚ Fc           
   C   sÈ  d}|rd}nd}d  |¡}|dkr,tdƒ‚| j}| j}| j}	| j}
| j}d  |||	¡}d  |¡}d	  |¡}d	  |	¡}d	  |
¡}d	  |¡}t|ƒ}|j}|j	}t
| ƒ}| ¡ }d
  |||||||¡}d
  ||||||d¡}d
  ||||||d¡}tj |||¡}tj |||¡}tj |¡s(t |¡ d  |tj ||¡¡}t |¡ t d¡ |dkr²d  |tj ||¡¡}t |¡ t d¡ d}t d  |tj ||¡tj ||¡¡¡ |dkrÄdd l}|S )NrY   ZArchZOperzNhttps://danepubliczne.imgw.pl/datastore/getfiledown/{}/Polrad/Produkty/POLCOMP)rY   z.pngz_echoOnly.pngz.h5zformat is incorrectz{:04d}-{:02d}-{:02d}z{:04d}z{:02d}z{}{}{}{}{}0000{}{}z.h5z.tiffzcurl {} > {}g      @)ÚCAPPIÚCMAXÚEHTrX   z8/home/archiwum/.conda/envs/as_sklearn/bin/gdal_translatez{} -of GTiff {} {})ZZHAILZPACr   )ÚformatÚ	TypeErrorÚyearÚmonthÚdayÚhourÚminuterK   rT   rQ   ÚFilesystemFormatter_ServerÚgetPathÚosÚpathÚjoinÚexistsÚmakedirsÚsystemÚtimeZsleepÚwradlib) ÚdaterM   Ú	extensionÚarchiwalÚsaveFileZisArchiwalStrZserwerRootPathr+   ÚmÚdÚhrc   ZdateStrZyyZmmZddZhhZmminuteÚradarManagerrT   rQ   ZserverFormatterZpathRawÚfilenameZh5ZtiffZurlZurl_h5ZcommandZ
command_h5ZgdalToolrm   r   r   r   ÚsingleUrlLoaderFile§   sX    











(
z+DataStoreMultipleLoader.singleUrlLoaderFileiã  é   r   r   é   c             C   s   || _ || _|| _|| _| S )N)ÚstartÚparamsÚlengthÚ
extensions)r   rz   r|   r{   r}   r   r   r   ÚsetExecutionParams1û   s
    z+DataStoreMultipleLoader.setExecutionParams1c                sJ   ddl m‰  ddlm}m} ‡ ‡fdd„}|ƒ }d |¡}||dd d S )	Nr   )Úproduct)ÚPopenÚrunc           
      sd   ˆj ‰ ‡ fdd„tˆjƒD ƒ} ˆj}g }x6ˆ|| ˆjƒD ]$\}}}| tj|||ddd¡ q8W |S )Nc                s   g | ]}ˆ t |d  ‘qS ))Zdays)r   )Ú.0rs   )rz   r   r   ú
<listcomp>  s    zIDataStoreMultipleLoader.execute.<locals>.listCommands.<locals>.<listcomp>TF)rM   ro   rp   rq   )rz   Úranger|   r{   r}   ÚappendrV   rw   )Zdatesr{   ZordinalListÚprs   Zext)r   r   )rz   r   ÚlistCommands  s    z5DataStoreMultipleLoader.execute.<locals>.listCommandsú;T)Úshell)Ú	itertoolsr   Ú
subprocessr€   r   rh   )r   r€   r   r‡   ZListcommandsr   )r   r   r   Úexecute  s    
zDataStoreMultipleLoader.executec             C   s   d S )Nr   )rn   rM   rp   ro   Zsaver   r   r   ÚsingleLoaderFile  s    z(DataStoreMultipleLoader.singleLoaderFilec              C   s$   d} t | ƒ ¡ }d}t ||¡ d S )NrY   )r   r    r:   Údump)rg   ZfieldZ	fieldPathr   r   r   ÚsingleCacheloader!  s    z)DataStoreMultipleLoader.singleCacheloaderc             C   sL   t |  ¡ ƒ}dd„ | ¡ D ƒ}x$|D ]}t |¡}| |¡||< q$W | ¡ S )Nc             S   s   i | ]
}d |“qS )Nr   )r‚   rs   r   r   r   ú
<dictcomp>+  s    z0DataStoreMultipleLoader.load.<locals>.<dictcomp>)r   ÚloadSriMapsr   rV   ÚsingleLoaderÚgetPointFromMapÚvalues)r   ZmapperZsriMapsZpointsrn   Úmap2Dr   r   r   r<   )  s    

zDataStoreMultipleLoader.loadc             c   s2   dd„ | j D ƒ}x|D ]}t |¡}qW |V  d S )Nc             S   s   i | ]
}d |“qS )Nr   )r‚   rs   r   r   r   r   3  s    z7DataStoreMultipleLoader.loadSriMaps.<locals>.<dictcomp>)rW   rV   r’   )r   Z	datesDictrn   r   r   r   r‘   2  s    
z#DataStoreMultipleLoader.loadSriMapsN)rX   rY   FF)rX   FrY   F)rA   rB   rC   r   rD   rw   r   r~   rŒ   r   r   r<   r‘   r   r   r   r   rV   ¢   s   S	rV   c               @   s`   e Zd Zdd„ Zdd„ Zdd„ Zdd„ Zed	d
„ ƒZedd„ ƒZ	edd„ ƒZ
dd„ Zdd„ ZdS )ÚSriUmMapperc             C   sN   ddl m} ||ƒ}|j| _|j| _t |j|jg¡\}}|  ||dœ¡ d S )Nr   )ÚIMGWStation)r?   r>   )	ZimgwWrapperr—   ÚrowÚUMrowÚcolÚUMcolr–   Úum_rowcol2latlonÚlatlon2sriXY)r   ZstationNamer—   Zstationr?   r>   r   r   r   ÚSriUmMapper_IMGWstation=  s    z#SriUmMapper.SriUmMapper_IMGWstationc             C   s   |   |¡ d S )N)r   )r   Z
latlonDictr   r   r   ÚSriUmMapper_LatLonE  s    zSriUmMapper.SriUmMapper_LatLonc             C   sL   |d | _ |d | _|d }|d }t ||dœ¡\}}|  ||dœ¡ d S )Nr˜   rš   )r˜   rš   )r?   r>   )r™   r›   r–   rœ   r   )r   Z
rowColDictr˜   rš   r?   r>   r   r   r   ÚSriUmMapper_UMRowColH  s    

z SriUmMapper.SriUmMapper_UMRowColc             C   s   || j  | j S )N)ÚsriXÚsriY)r   r•   r   r   r   r“   Q  s    zSriUmMapper.getPointFromMapc        
   	   C   s®   ddl m}  d}d}|d }d |d|df¡}d |d|d	f¡}tj t ¡ d
¡}ttj |||¡dƒ}| |ƒ}W d Q R X ttj |||¡dƒ}| |ƒ}	W d Q R X ||	fS )Nr   )r<   ÚcZpgridZ_gridrY   Z5_z	_lats.pklz	_lons.pklz'../wrapperAnalysisMetadatas/um_metadatar9   )r:   r<   rh   rf   rg   Úgetcwdr;   )
r<   Z	grid_typeZ	comp_typeZname1Zlat_nameZlon_nameZ	directoryrP   ZUMlat2DZUMlon2Dr   r   r   ÚloadUMlatlonT  s    zSriUmMapper.loadUMlatlonc             C   sT   t  ¡ \}}| d }| d }|| d || d  }t t |¡|j¡\}}||fS )Nr   r   é   )r–   r¥   r   Zunravel_indexÚargminÚshape)Zlatlon_pointÚlat2DÚlon2DZlon_pZlat_pZarrr˜   rš   r   r   r   Úum_latlon2rowcold  s    zSriUmMapper.um_latlon2rowcolc             C   s<   t  ¡ \}}t| d ƒ}t| d ƒ}|| | || | fS )Nr   r   )r–   r¥   Úint)Zrowcol_pointr©   rª   Zrow_pZcol_pr   r   r   rœ   m  s    zSriUmMapper.um_rowcol2latlonc             C   sX   t  ¡ \}}||d  |d  }||d  |d  }|d | _|d | _|| _|| _d S )Nr   r   )r   r@   r¡   r¢   r>   r?   )r   Úpointr>   r?   ZlonValueZlatValuer   r   r   ÚsriXY2latlont  s    

zSriUmMapper.sriXY2latlonc             C   sx   t  ¡ \}}t ||d  d¡t ||d  d¡ }t |¡}|jd }|d | _|d | _t|| ƒ| _	|| | _
d S )Nr>   r¦   r?   r   )r   r@   r   Zpowerr§   r¨   r?   r>   r¬   r¡   r¢   )r   r­   r>   r?   ZdistanceÚindexZncolsr   r   r   r   }  s    (



zSriUmMapper.latlon2sriXYN)rA   rB   rC   rž   rŸ   r    r“   rD   r¥   r«   rœ   r®   r   r   r   r   r   r–   9  s   			r–   c               @   s   e Zd Zdd„ Zdd„ ZdS )ÚFileSystemFormatterc             C   s2   || _ |j| _|j| _|j| _|j| _|j	| _	d S )N)
rn   r_   r+   r`   rr   ra   rs   rb   rt   rc   )r   rn   r   r   r   r   Š  s    zFileSystemFormatter.__init__c          	   C   s2   t |ƒ}|j}d | j| j| j| j| j||¡}|S )Nz{}{}{}{}{}0000{}{})rK   rT   r]   r+   rr   rs   rt   rc   )r   rM   ro   ru   rT   ÚfileNamer   r   r   ÚgetFileName’  s
    zFileSystemFormatter.getFileNameN)rA   rB   rC   r   r²   r   r   r   r   r°   ‰  s   r°   c               @   s   e Zd Zdd„ Zdd„ ZdS )rd   c          
   C   s>   d  | j¡}d  | j¡}tj ddddt| jƒt|ƒt|ƒ¡S )Nz{:02d}z/naZwrfZIMGWZRADAR)r]   rr   rs   rf   rg   rh   Ústrr+   )r   rr   rs   r   r   r   re   ž  s    z"FilesystemFormatter_Server.getPathc             C   s"   |   ||¡}|  ¡ }tj ||¡S )N)r²   re   rf   rg   rh   )r   rM   ro   r±   rg   r   r   r   ÚgetPathFilename£  s    z*FilesystemFormatter_Server.getPathFilenameN)rA   rB   rC   re   r´   r   r   r   r   rd   œ  s   rd   c               @   s   e Zd Zdd„ Zdd„ ZdS )ÚFilesystemFormatter_Localc             C   s^   t  ¡ }d | j¡}d | j¡}d | j¡}t j |ddddt| j	ƒt|ƒt|ƒt|ƒ¡	}|S )Nz{:02d}z..ZwrapperCacheZimgwDatastoreÚraw)
rf   r¤   r]   rr   rs   rt   rg   rh   r³   r+   )r   Úrootrr   rs   rt   rg   r   r   r   re   «  s    .z!FilesystemFormatter_Local.getPathc             C   s0   |   ||¡}t d| ¡ |  ¡ }tj ||¡S )Nz	filename:)r²   ÚloggingÚinfore   rf   rg   rh   )r   rM   ro   r±   rg   r   r   r   r´   ´  s    z)FilesystemFormatter_Local.getPathFilenameN)rA   rB   rC   re   r´   r   r   r   r   rµ   ©  s   	rµ   )Znumpyr   r   r   Zpytzr:   rf   Z
matplotlibZpandasrN   ZrequestsÚior¸   rl   r   rJ   rK   rV   r–   r°   rd   rµ   r   r   r   r   Ú<module>   s&   t P